{"data":{"id":"19cd16b9-856a-456f-914d-d7ebbe3267d3","title":"Improving Viewpoint Robustness for Visual Recognition via Adversarial Training","summary":"Viewpoint Invariant Adversarial Training (VIAT) treats viewpoint change as an attack and trains vision models to resist it by solving a minimax problem with a Gaussian mixture of adversarial viewpoints generated by GMVFool. The authors contribute the ImageNet-V+ benchmark and ViewRS, a certified viewpoint robustness metric, and report that VIAT significantly improves viewpoint robustness across CNN, ViT and multimodal large language model architectures.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11570071","publishedAt":"2026-06-18T13:16:23.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["CNN","ViT","multimodal large language models"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-06-18T13:16:23.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}